from sklearn_benchmarks.reporting.hp_match import HPMatchReporting
reporting = HPMatchReporting("onnx", config="config.yml")
reporting.run()
KNeighborsClassifier_brute_force¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=brute.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.904 | 0.015 | 0.0 | 0.017 | -1 | 1 | 0.663 | 1.875 | 0.022 | 9.015 | 0.104 | See | See |
| 1 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.904 | 0.015 | 0.0 | 0.017 | -1 | 1 | 0.663 | 0.025 | 0.003 | 673.120 | 69.101 | See | See |
| 2 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.297 | 0.007 | 0.0 | 0.297 | -1 | 1 | 1.000 | 1.875 | 0.022 | 0.159 | 0.004 | See | See |
| 3 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.297 | 0.007 | 0.0 | 0.297 | -1 | 1 | 1.000 | 0.025 | 0.003 | 11.840 | 1.249 | See | See |
| 4 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.820 | 0.037 | 0.0 | 0.017 | -1 | 5 | 0.757 | 2.739 | 0.033 | 6.141 | 0.074 | See | See |
| 5 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.820 | 0.037 | 0.0 | 0.017 | -1 | 5 | 0.757 | 0.025 | 0.003 | 662.641 | 78.091 | See | See |
| 6 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.301 | 0.008 | 0.0 | 0.301 | -1 | 5 | 1.000 | 2.739 | 0.033 | 0.110 | 0.003 | See | See |
| 7 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.301 | 0.008 | 0.0 | 0.301 | -1 | 5 | 1.000 | 0.025 | 0.003 | 11.860 | 1.432 | See | See |
| 8 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.926 | 0.031 | 0.0 | 0.017 | 1 | 100 | 0.882 | 2.029 | 0.002 | 8.344 | 0.017 | See | See |
| 9 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.926 | 0.031 | 0.0 | 0.017 | 1 | 100 | 0.882 | 0.022 | 0.003 | 768.765 | 88.681 | See | See |
| 10 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.303 | 0.006 | 0.0 | 0.303 | 1 | 100 | 1.000 | 2.029 | 0.002 | 0.149 | 0.003 | See | See |
| 11 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.303 | 0.006 | 0.0 | 0.303 | 1 | 100 | 1.000 | 0.022 | 0.003 | 13.748 | 1.605 | See | See |
| 12 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.874 | 0.018 | 0.0 | 0.017 | -1 | 100 | 0.882 | 2.727 | 0.031 | 6.188 | 0.071 | See | See |
| 13 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.874 | 0.018 | 0.0 | 0.017 | -1 | 100 | 0.882 | 0.024 | 0.002 | 700.944 | 50.155 | See | See |
| 14 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.315 | 0.006 | 0.0 | 0.315 | -1 | 100 | 1.000 | 2.727 | 0.031 | 0.115 | 0.003 | See | See |
| 15 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.315 | 0.006 | 0.0 | 0.315 | -1 | 100 | 1.000 | 0.024 | 0.002 | 13.067 | 0.971 | See | See |
| 16 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.806 | 0.025 | 0.0 | 0.017 | 1 | 5 | 0.757 | 2.024 | 0.004 | 8.302 | 0.020 | See | See |
| 17 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.806 | 0.025 | 0.0 | 0.017 | 1 | 5 | 0.757 | 0.021 | 0.000 | 805.331 | 11.877 | See | See |
| 18 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.305 | 0.005 | 0.0 | 0.305 | 1 | 5 | 1.000 | 2.024 | 0.004 | 0.151 | 0.003 | See | See |
| 19 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.305 | 0.005 | 0.0 | 0.305 | 1 | 5 | 1.000 | 0.021 | 0.000 | 14.624 | 0.326 | See | See |
| 20 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.224 | 0.061 | 0.0 | 0.017 | 1 | 1 | 0.663 | 1.174 | 0.008 | 14.667 | 0.108 | See | See |
| 21 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.224 | 0.061 | 0.0 | 0.017 | 1 | 1 | 0.663 | 0.020 | 0.000 | 868.288 | 13.271 | See | See |
| 22 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.303 | 0.005 | 0.0 | 0.303 | 1 | 1 | 1.000 | 1.174 | 0.008 | 0.258 | 0.005 | See | See |
| 23 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.303 | 0.005 | 0.0 | 0.303 | 1 | 1 | 1.000 | 0.020 | 0.000 | 15.283 | 0.340 | See | See |
| 24 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.703 | 0.003 | 0.0 | 0.004 | -1 | 1 | 0.896 | 1.726 | 0.012 | 2.146 | 0.015 | See | See |
| 25 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.703 | 0.003 | 0.0 | 0.004 | -1 | 1 | 0.896 | 0.007 | 0.003 | 506.484 | 188.457 | See | See |
| 26 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.239 | 0.004 | 0.0 | 0.239 | -1 | 1 | 1.000 | 1.726 | 0.012 | 0.139 | 0.003 | See | See |
| 27 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.239 | 0.004 | 0.0 | 0.239 | -1 | 1 | 1.000 | 0.007 | 0.003 | 32.707 | 12.184 | See | See |
| 28 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.603 | 0.006 | 0.0 | 0.004 | -1 | 5 | 0.922 | 2.611 | 0.016 | 1.380 | 0.009 | See | See |
| 29 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.603 | 0.006 | 0.0 | 0.004 | -1 | 5 | 0.922 | 0.010 | 0.005 | 365.663 | 183.853 | See | See |
| 30 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.239 | 0.005 | 0.0 | 0.239 | -1 | 5 | 1.000 | 2.611 | 0.016 | 0.091 | 0.002 | See | See |
| 31 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.239 | 0.005 | 0.0 | 0.239 | -1 | 5 | 1.000 | 0.010 | 0.005 | 24.240 | 12.197 | See | See |
| 32 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.703 | 0.005 | 0.0 | 0.004 | 1 | 100 | 0.929 | 1.940 | 0.001 | 1.909 | 0.003 | See | See |
| 33 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.703 | 0.005 | 0.0 | 0.004 | 1 | 100 | 0.929 | 0.003 | 0.000 | 1321.519 | 119.458 | See | See |
| 34 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.004 | 0.0 | 0.240 | 1 | 100 | 1.000 | 1.940 | 0.001 | 0.124 | 0.002 | See | See |
| 35 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.004 | 0.0 | 0.240 | 1 | 100 | 1.000 | 0.003 | 0.000 | 85.567 | 7.854 | See | See |
| 36 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.727 | 0.050 | 0.0 | 0.004 | -1 | 100 | 0.929 | 2.617 | 0.013 | 1.424 | 0.020 | See | See |
| 37 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.727 | 0.050 | 0.0 | 0.004 | -1 | 100 | 0.929 | 0.011 | 0.005 | 349.586 | 166.667 | See | See |
| 38 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.005 | 0.0 | 0.240 | -1 | 100 | 1.000 | 2.617 | 0.013 | 0.092 | 0.002 | See | See |
| 39 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.005 | 0.0 | 0.240 | -1 | 100 | 1.000 | 0.011 | 0.005 | 22.508 | 10.736 | See | See |
| 40 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.656 | 0.005 | 0.0 | 0.004 | 1 | 5 | 0.922 | 1.936 | 0.003 | 1.888 | 0.004 | See | See |
| 41 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.656 | 0.005 | 0.0 | 0.004 | 1 | 5 | 0.922 | 0.003 | 0.000 | 1316.140 | 99.460 | See | See |
| 42 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.239 | 0.004 | 0.0 | 0.239 | 1 | 5 | 1.000 | 1.936 | 0.003 | 0.124 | 0.002 | See | See |
| 43 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.239 | 0.004 | 0.0 | 0.239 | 1 | 5 | 1.000 | 0.003 | 0.000 | 86.156 | 6.644 | See | See |
| 44 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.712 | 0.009 | 0.0 | 0.004 | 1 | 1 | 0.896 | 1.070 | 0.005 | 3.468 | 0.019 | See | See |
| 45 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.712 | 0.009 | 0.0 | 0.004 | 1 | 1 | 0.896 | 0.002 | 0.000 | 2217.579 | 279.482 | See | See |
| 46 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.238 | 0.004 | 0.0 | 0.238 | 1 | 1 | 1.000 | 1.070 | 0.005 | 0.222 | 0.004 | See | See |
| 47 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.238 | 0.004 | 0.0 | 0.238 | 1 | 1 | 1.000 | 0.002 | 0.000 | 142.110 | 18.064 | See | See |
KNeighborsClassifier_kd_tree¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=kd_tree.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 111.325 | 0.000 | 0.0 | 0.111 | -1 | 1 | 0.929 | 0.472 | 0.007 | 235.818 | 3.267 | See | See |
| 1 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 111.325 | 0.000 | 0.0 | 0.111 | -1 | 1 | 0.929 | 0.003 | 0.000 | 43303.980 | 6633.361 | See | See |
| 2 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.558 | 0.061 | 0.0 | 2.558 | -1 | 1 | 1.000 | 0.472 | 0.007 | 5.420 | 0.150 | See | See |
| 3 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.558 | 0.061 | 0.0 | 2.558 | -1 | 1 | 1.000 | 0.003 | 0.000 | 995.213 | 154.286 | See | See |
| 4 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 108.213 | 0.000 | 0.0 | 0.108 | -1 | 5 | 0.946 | 0.893 | 0.006 | 121.129 | 0.864 | See | See |
| 5 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 108.213 | 0.000 | 0.0 | 0.108 | -1 | 5 | 0.946 | 0.003 | 0.001 | 34221.935 | 7473.963 | See | See |
| 6 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.582 | 0.093 | 0.0 | 2.582 | -1 | 5 | 1.000 | 0.893 | 0.006 | 2.890 | 0.106 | See | See |
| 7 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.582 | 0.093 | 0.0 | 2.582 | -1 | 5 | 1.000 | 0.003 | 0.001 | 816.460 | 180.733 | See | See |
| 8 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 110.673 | 0.000 | 0.0 | 0.111 | 1 | 100 | 0.951 | 5.156 | 0.010 | 21.465 | 0.044 | See | See |
| 9 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 110.673 | 0.000 | 0.0 | 0.111 | 1 | 100 | 0.951 | 0.003 | 0.001 | 34420.526 | 10234.645 | See | See |
| 10 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.584 | 0.074 | 0.0 | 2.584 | 1 | 100 | 1.000 | 5.156 | 0.010 | 0.501 | 0.014 | See | See |
| 11 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.584 | 0.074 | 0.0 | 2.584 | 1 | 100 | 1.000 | 0.003 | 0.001 | 803.522 | 240.014 | See | See |
| 12 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 121.503 | 0.000 | 0.0 | 0.122 | -1 | 100 | 0.951 | 2.952 | 0.012 | 41.158 | 0.167 | See | See |
| 13 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 121.503 | 0.000 | 0.0 | 0.122 | -1 | 100 | 0.951 | 0.005 | 0.001 | 23652.753 | 5655.479 | See | See |
| 14 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.590 | 0.094 | 0.0 | 2.590 | -1 | 100 | 1.000 | 2.952 | 0.012 | 0.877 | 0.032 | See | See |
| 15 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.590 | 0.094 | 0.0 | 2.590 | -1 | 100 | 1.000 | 0.005 | 0.001 | 504.213 | 121.953 | See | See |
| 16 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 121.827 | 0.000 | 0.0 | 0.122 | 1 | 5 | 0.946 | 1.530 | 0.005 | 79.636 | 0.268 | See | See |
| 17 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 121.827 | 0.000 | 0.0 | 0.122 | 1 | 5 | 0.946 | 0.002 | 0.000 | 75817.732 | 23457.794 | See | See |
| 18 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.586 | 0.075 | 0.0 | 2.586 | 1 | 5 | 1.000 | 1.530 | 0.005 | 1.690 | 0.049 | See | See |
| 19 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.586 | 0.075 | 0.0 | 2.586 | 1 | 5 | 1.000 | 0.002 | 0.000 | 1609.381 | 500.129 | See | See |
| 20 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 124.189 | 0.000 | 0.0 | 0.124 | 1 | 1 | 0.929 | 0.815 | 0.006 | 152.438 | 1.110 | See | See |
| 21 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 124.189 | 0.000 | 0.0 | 0.124 | 1 | 1 | 0.929 | 0.001 | 0.000 | 123753.989 | 35718.018 | See | See |
| 22 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.584 | 0.104 | 0.0 | 2.584 | 1 | 1 | 1.000 | 0.815 | 0.006 | 3.172 | 0.130 | See | See |
| 23 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.584 | 0.104 | 0.0 | 2.584 | 1 | 1 | 1.000 | 0.001 | 0.000 | 2575.015 | 750.369 | See | See |
| 24 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.001 | 0.0 | 0.000 | -1 | 1 | 0.891 | 0.021 | 0.001 | 1.835 | 0.097 | See | See |
| 25 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.001 | 0.0 | 0.000 | -1 | 1 | 0.891 | 0.002 | 0.000 | 17.104 | 2.851 | See | See |
| 26 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.021 | 0.001 | 0.249 | 0.017 | See | See |
| 27 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.002 | 0.000 | 2.324 | 0.402 | See | See |
| 28 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.039 | 0.001 | 0.0 | 0.000 | -1 | 5 | 0.911 | 0.022 | 0.001 | 1.748 | 0.070 | See | See |
| 29 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.039 | 0.001 | 0.0 | 0.000 | -1 | 5 | 0.911 | 0.002 | 0.000 | 16.330 | 3.099 | See | See |
| 30 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.022 | 0.001 | 0.233 | 0.012 | See | See |
| 31 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.002 | 0.000 | 2.176 | 0.418 | See | See |
| 32 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.060 | 0.000 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.032 | 0.000 | 1.869 | 0.015 | See | See |
| 33 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.060 | 0.000 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.001 | 0.000 | 99.105 | 27.825 | See | See |
| 34 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.032 | 0.000 | 0.161 | 0.009 | See | See |
| 35 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.001 | 0.000 | 8.544 | 2.448 | See | See |
| 36 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.061 | 0.002 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.035 | 0.002 | 1.750 | 0.115 | See | See |
| 37 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.061 | 0.002 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.002 | 0.000 | 29.760 | 6.528 | See | See |
| 38 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.035 | 0.002 | 0.150 | 0.011 | See | See |
| 39 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.002 | 0.000 | 2.554 | 0.565 | See | See |
| 40 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.001 | 0.0 | 0.000 | 1 | 5 | 0.911 | 0.020 | 0.000 | 1.940 | 0.041 | See | See |
| 41 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.001 | 0.0 | 0.000 | 1 | 5 | 0.911 | 0.001 | 0.000 | 65.631 | 17.946 | See | See |
| 42 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.020 | 0.000 | 0.262 | 0.014 | See | See |
| 43 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.001 | 0.000 | 8.878 | 2.466 | See | See |
| 44 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | 1 | 1 | 0.891 | 0.018 | 0.000 | 2.062 | 0.041 | See | See |
| 45 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | 1 | 1 | 0.891 | 0.001 | 0.000 | 63.898 | 16.870 | See | See |
| 46 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.018 | 0.000 | 0.280 | 0.011 | See | See |
| 47 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.001 | 0.000 | 8.680 | 2.311 | See | See |
HistGradientBoostingClassifier_best¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: learning_rate=0.01, n_iter_no_change=10.0, max_leaf_nodes=100.0, max_bins=255.0, min_samples_leaf=100.0, max_iter=300.0.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | n_iter | iteration_throughput | latency | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 0.462 | 0.019 | 300 | 0.002 | 0.000 | 0.824 | 0.106 | 0.001 | 4.346 | 0.178 | See | See |
| 1 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 0.462 | 0.019 | 300 | 0.002 | 0.000 | 0.824 | 0.017 | 0.001 | 27.855 | 1.520 | See | See |
| 2 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 0.383 | 0.010 | 300 | 0.000 | 0.383 | 1.000 | 0.106 | 0.001 | 3.599 | 0.099 | See | See |
| 3 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 0.383 | 0.010 | 300 | 0.000 | 0.383 | 1.000 | 0.017 | 0.001 | 23.072 | 1.046 | See | See |